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[Preprint] Suitability of physicochemical models for embedded systems regarding a nickel-rich, silicon-graphite lithium-ion battery
- Source :
- Journal of Power Sources
- Publication Year :
- 2018
- Publisher :
- Elsevier, 2018.
-
Abstract
- Local inhomogeneous electrode utilization in recent lithium-ion batteries tends to increase due to larger sizes and/or higher densification, which poses a challenge for accurate, model-based monitoring. Pseudo-two dimensional (p2D) physicochemical models (PCM) can offer such locality via calculating local potentials and concentrations through the thickness of the electrode stack and are numerically reduced for implementation in a microcontroller in this work. Finite difference method combined with solid-diffusion approximations and orthogonal collocation reformulation are applied to generate three MATLAB- and three microcontroller-suitable C -code p2D-PCMs, which are experimentally validated towards constant current charge/discharge and driving cycle loads on a high-energy NMC-811/SiC-18650 lithium-ion battery. Benchmarking to an equivalent circuit model reveals similar mean cell voltage errors below 20 mV for the driving cycle. Reducing spatial elements reveals errors below 1% for local ( i.e. concentrations/potentials) and global states ( i.e. cell voltage/temperature) and is applied to speed-up the C -code p2D-PCMs in the microcontroller (max. 168 MHz with 192 kB RAM) to calculate at least 37% faster than real-time. Real-time computability is investigated via varying processor frequencies and using hardware acceleration schemes. The memory allocation to solve and store the p2D-PCMs on the microcontroller require 115 kB and 213 kB at a maximum, respectively.
- Subjects :
- Battery (electricity)
Materials science
Renewable Energy, Sustainability and the Environment
Finite difference method
Energy Engineering and Power Technology
02 engineering and technology
010402 general chemistry
021001 nanoscience & nanotechnology
Topology
01 natural sciences
7. Clean energy
Lithium-ion battery
Model reduction
Pseudo-two dimensional model
Microcontroller
Nickel-rich
Graphite-silicon composite
0104 chemical sciences
Ingenieurwissenschaften
Stack (abstract data type)
Constant current
Orthogonal collocation
Equivalent circuit
Electrical and Electronic Engineering
Physical and Theoretical Chemistry
ddc:620
0210 nano-technology
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Journal of Power Sources
- Accession number :
- edsair.doi.dedup.....cde5950dfbc99718aea1b0d7c45c6ba4